Heat development in cement under hardening related to the chemical composition.

haldCement

Format

A data frame with 13 observations on the following 5 variables.

x1

Percentage (weight) of [3Ca0][Al2O3]

x2

Percentage (weight) of [3Cao][SiO2]

x3

Percentage (weight) of [4Ca0][Al2O3][Fe03]

x4

Percentage (weight) of [2Cao][SiO2]

y

Heat development measured in calories per gram cement after 180 days

References

Anders Hald (1949); Statistiske Metoder; Akademisk Forlag (in Danish), page 509.

Examples


data(haldCement)

if( interactive() ){
pairs( haldCement )
}
m <- lm(y ~ x1 + x2 + x3 + x4, data=haldCement)
summary(m)
#> 
#> Call:
#> lm(formula = y ~ x1 + x2 + x3 + x4, data = haldCement)
#> 
#> Residuals:
#>     Min      1Q  Median      3Q     Max 
#> -3.1750 -1.6709  0.2508  1.3783  3.9254 
#> 
#> Coefficients:
#>             Estimate Std. Error t value Pr(>|t|)  
#> (Intercept)  62.4054    70.0710   0.891   0.3991  
#> x1            1.5511     0.7448   2.083   0.0708 .
#> x2            0.5102     0.7238   0.705   0.5009  
#> x3            0.1019     0.7547   0.135   0.8959  
#> x4           -0.1441     0.7091  -0.203   0.8441  
#> ---
#> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
#> 
#> Residual standard error: 2.446 on 8 degrees of freedom
#> Multiple R-squared:  0.9824,	Adjusted R-squared:  0.9736 
#> F-statistic: 111.5 on 4 and 8 DF,  p-value: 4.756e-07
#> 

# Notice: The model explains practically all variation in data;
# yet none of the explanatory variables appear to be statistically
# significant.